Inter IIT Tech Meet 10.0 Engineering Conclave

Problem Statement

To create a deep-learning based system to detect and store information of traffic violators in a database hosted on a website to collect proof and number plates of the criminals simultaneously.

Mentors

Pranjal Mangal

Maanas Verma

Contributors

Harshit Gupta

Pranav Arya

Madhumita

Ananya Sharma

Technolegy used

Approach

1) Learn Differnt Computer Vission and Deep Learning models

2) As yolo was chosen for the project, do an in depth study of it's working and custom training

3) Collect images using Google and Kaggle

4) Labling of images was implemented using labelImg

5) Train the model on the collected Data set

6) Made a Django based web interface to host the model

Solution

1)Intial dataset consisted of 100 images which were expanded using image processing tecniques using OpenCV

2) We used labelImg to gentrate labled .txt file

3) Seraching for proper training parameters was toughest part, after multiple experiments and advice for mentors we were able to fix parameters like learning rate,no of steps for training and much more

4) Model training was done using google collab and data was acessed via google drive

5) Intial problems in the model were resoloved using better data sets, changing parameters

6) After training of model with sufficent accurecy it had to host it on a website

7) it was deployed on Django because it is written in python,OpenCv can used with Django and it has many inbuilt fetures to aid the process of integration and built the website

Working

Get API acess

Go to https://platerecognizer.com/ and get your credentials

Put them in webcam\views.py and add creditals in line 23

Run the following commands

pip install -r requirements.txt

python manage.py createsuperuser (create a super user to acess admin page)   

python manage.py runserver

After starting the server

Go to localhost:8000/admin

in two wheller upload image to be tested

Go to localhost:8000/index/camera2 to run the test and see the object detection output

Go to localhost:8000/admin/webcam/crime2/ to view the crime result

Result

A platform was successfully presented to detect people on a two-wheeler and not wear helmets present in a given frame, storing proof of the violation and the number plate of the vehicle, leading to 30 points(max possible) in the Engineering conclave of Inter IIT Tech Meet 10 helping Institute to Bag Bronze Medal for the same